On 11/14/2013 12:58 AM, Charles Martin wrote:
I was hoping to find a detailed discussion of the binary model format and
the scoring function



There are two papers describing the maxent and perceptron:

A Simple Introduction to Maximum Entropy Models for Natural Language Processing, by Adwait Ratnaparkhi
http://repository.upenn.edu/cgi/viewcontent.cgi?article=1083&context=ircs_reports

Discriminative training methods for hidden markov models: Theory and experiments with perceptron algorithms, by Michael Collins
http://dl.acm.org/citation.cfm?id=1118694

The only good documentation for the binary format are comments in the source code.

HTH,
Jörn

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